Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 1600 |
| Missing cells | 386 |
| Missing cells (%) | 1.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 237.6 KiB |
| Average record size in memory | 152.1 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 5 |
First Name has a high cardinality: 1215 distinct values | High cardinality |
Last Name has a high cardinality: 1378 distinct values | High cardinality |
Birthday has a high cardinality: 1065 distinct values | High cardinality |
Astronomy is highly overall correlated with Defense Against the Dark Arts and 1 other fields | High correlation |
Herbology is highly overall correlated with Charms and 1 other fields | High correlation |
Defense Against the Dark Arts is highly overall correlated with Astronomy and 1 other fields | High correlation |
Divination is highly overall correlated with Hogwarts House | High correlation |
Muggle Studies is highly overall correlated with Charms and 1 other fields | High correlation |
Ancient Runes is highly overall correlated with Flying and 1 other fields | High correlation |
History of Magic is highly overall correlated with Potions and 3 other fields | High correlation |
Transfiguration is highly overall correlated with Potions and 2 other fields | High correlation |
Potions is highly overall correlated with History of Magic and 2 other fields | High correlation |
Charms is highly overall correlated with Herbology and 3 other fields | High correlation |
Flying is highly overall correlated with Ancient Runes and 4 other fields | High correlation |
Hogwarts House is highly overall correlated with Astronomy and 9 other fields | High correlation |
Arithmancy has 34 (2.1%) missing values | Missing |
Astronomy has 32 (2.0%) missing values | Missing |
Herbology has 33 (2.1%) missing values | Missing |
Defense Against the Dark Arts has 31 (1.9%) missing values | Missing |
Divination has 39 (2.4%) missing values | Missing |
Muggle Studies has 35 (2.2%) missing values | Missing |
Ancient Runes has 35 (2.2%) missing values | Missing |
History of Magic has 43 (2.7%) missing values | Missing |
Transfiguration has 34 (2.1%) missing values | Missing |
Potions has 30 (1.9%) missing values | Missing |
Care of Magical Creatures has 40 (2.5%) missing values | Missing |
Index is uniformly distributed | Uniform |
First Name is uniformly distributed | Uniform |
Last Name is uniformly distributed | Uniform |
Birthday is uniformly distributed | Uniform |
Index has unique values | Unique |
Charms has unique values | Unique |
Reproduction
| Analysis started | 2023-01-27 15:58:16.410938 |
|---|---|
| Analysis finished | 2023-01-27 15:58:32.983040 |
| Duration | 16.57 seconds |
| Software version | pandas-profiling vv3.6.3 |
| Download configuration | config.json |
Index
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 1600 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 799.5 |
| Minimum | 0 |
|---|---|
| Maximum | 1599 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 79.95 |
| Q1 | 399.75 |
| median | 799.5 |
| Q3 | 1199.25 |
| 95-th percentile | 1519.05 |
| Maximum | 1599 |
| Range | 1599 |
| Interquartile range (IQR) | 799.5 |
Descriptive statistics
| Standard deviation | 462.02453 |
|---|---|
| Coefficient of variation (CV) | 0.57789185 |
| Kurtosis | -1.2 |
| Mean | 799.5 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | 0 |
| Sum | 1279200 |
| Variance | 213466.67 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1063 | 1 | 0.1% |
| 1073 | 1 | 0.1% |
| 1072 | 1 | 0.1% |
| 1071 | 1 | 0.1% |
| 1070 | 1 | 0.1% |
| 1069 | 1 | 0.1% |
| 1068 | 1 | 0.1% |
| 1067 | 1 | 0.1% |
| 1066 | 1 | 0.1% |
| Other values (1590) | 1590 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 1599 | 1 | |
| 1598 | 1 | |
| 1597 | 1 | |
| 1596 | 1 | |
| 1595 | 1 | |
| 1594 | 1 | |
| 1593 | 1 | |
| 1592 | 1 | |
| 1591 | 1 | |
| 1590 | 1 |
Hogwarts House
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| Hufflepuff | |
|---|---|
| Ravenclaw | |
| Gryffindor | |
| Slytherin |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.535 |
| Min length | 9 |
Characters and Unicode
| Total characters | 15256 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ravenclaw |
|---|---|
| 2nd row | Slytherin |
| 3rd row | Ravenclaw |
| 4th row | Gryffindor |
| 5th row | Gryffindor |
Common Values
| Value | Count | Frequency (%) |
| Hufflepuff | 529 | |
| Ravenclaw | 443 | |
| Gryffindor | 327 | |
| Slytherin | 301 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| hufflepuff | 529 | |
| ravenclaw | 443 | |
| gryffindor | 327 | |
| slytherin | 301 |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 2770 | |
| l | 1273 | 8.3% |
| e | 1273 | 8.3% |
| n | 1071 | 7.0% |
| u | 1058 | 6.9% |
| r | 955 | 6.3% |
| a | 886 | 5.8% |
| i | 628 | 4.1% |
| y | 628 | 4.1% |
| H | 529 | 3.5% |
| Other values (11) | 4185 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13656 | |
| Uppercase Letter | 1600 | 10.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 2770 | |
| l | 1273 | |
| e | 1273 | |
| n | 1071 | 7.8% |
| u | 1058 | 7.7% |
| r | 955 | 7.0% |
| a | 886 | 6.5% |
| i | 628 | 4.6% |
| y | 628 | 4.6% |
| p | 529 | 3.9% |
| Other values (7) | 2585 |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 529 | |
| R | 443 | |
| G | 327 | |
| S | 301 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15256 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 2770 | |
| l | 1273 | 8.3% |
| e | 1273 | 8.3% |
| n | 1071 | 7.0% |
| u | 1058 | 6.9% |
| r | 955 | 6.3% |
| a | 886 | 5.8% |
| i | 628 | 4.1% |
| y | 628 | 4.1% |
| H | 529 | 3.5% |
| Other values (11) | 4185 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15256 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 2770 | |
| l | 1273 | 8.3% |
| e | 1273 | 8.3% |
| n | 1071 | 7.0% |
| u | 1058 | 6.9% |
| r | 955 | 6.3% |
| a | 886 | 5.8% |
| i | 628 | 4.1% |
| y | 628 | 4.1% |
| H | 529 | 3.5% |
| Other values (11) | 4185 |
First Name
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 1215 |
|---|---|
| Distinct (%) | 75.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| Tiffany | 6 |
|---|---|
| Marty | 5 |
| Joseph | 5 |
| Laverne | 5 |
| Darwin | 4 |
| Other values (1210) |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 5.84125 |
| Min length | 2 |
Characters and Unicode
| Total characters | 9346 |
|---|---|
| Distinct characters | 51 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 913 ? |
|---|---|
| Unique (%) | 57.1% |
Sample
| 1st row | Tamara |
|---|---|
| 2nd row | Erich |
| 3rd row | Stephany |
| 4th row | Vesta |
| 5th row | Gaston |
Common Values
| Value | Count | Frequency (%) |
| Tiffany | 6 | 0.4% |
| Marty | 5 | 0.3% |
| Joseph | 5 | 0.3% |
| Laverne | 5 | 0.3% |
| Darwin | 4 | 0.2% |
| Johnnie | 4 | 0.2% |
| Gena | 4 | 0.2% |
| Rufus | 4 | 0.2% |
| Fran | 4 | 0.2% |
| Jessie | 4 | 0.2% |
| Other values (1205) | 1555 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| tiffany | 6 | 0.4% |
| joseph | 5 | 0.3% |
| laverne | 5 | 0.3% |
| marty | 5 | 0.3% |
| jessie | 4 | 0.2% |
| vickie | 4 | 0.2% |
| wallace | 4 | 0.2% |
| dennis | 4 | 0.2% |
| leonard | 4 | 0.2% |
| jung | 4 | 0.2% |
| Other values (1205) | 1555 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1080 | 11.6% |
| e | 1036 | 11.1% |
| n | 779 | 8.3% |
| i | 741 | 7.9% |
| r | 672 | 7.2% |
| l | 618 | 6.6% |
| o | 495 | 5.3% |
| t | 330 | 3.5% |
| s | 293 | 3.1% |
| d | 275 | 2.9% |
| Other values (41) | 3027 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7746 | |
| Uppercase Letter | 1600 | 17.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1080 | |
| e | 1036 | |
| n | 779 | |
| i | 741 | |
| r | 672 | |
| l | 618 | |
| o | 495 | 6.4% |
| t | 330 | 4.3% |
| s | 293 | 3.8% |
| d | 275 | 3.6% |
| Other values (16) | 1427 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 131 | 8.2% |
| C | 126 | 7.9% |
| J | 123 | 7.7% |
| A | 122 | 7.6% |
| M | 116 | 7.2% |
| S | 115 | 7.2% |
| R | 114 | 7.1% |
| D | 106 | 6.6% |
| B | 81 | 5.1% |
| E | 74 | 4.6% |
| Other values (15) | 492 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9346 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1080 | 11.6% |
| e | 1036 | 11.1% |
| n | 779 | 8.3% |
| i | 741 | 7.9% |
| r | 672 | 7.2% |
| l | 618 | 6.6% |
| o | 495 | 5.3% |
| t | 330 | 3.5% |
| s | 293 | 3.1% |
| d | 275 | 2.9% |
| Other values (41) | 3027 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9346 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1080 | 11.6% |
| e | 1036 | 11.1% |
| n | 779 | 8.3% |
| i | 741 | 7.9% |
| r | 672 | 7.2% |
| l | 618 | 6.6% |
| o | 495 | 5.3% |
| t | 330 | 3.5% |
| s | 293 | 3.1% |
| d | 275 | 2.9% |
| Other values (41) | 3027 |
Last Name
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 1378 |
|---|---|
| Distinct (%) | 86.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| Stewart | 4 |
|---|---|
| Maldonado | 3 |
| Allen | 3 |
| Champion | 3 |
| Sawyers | 3 |
| Other values (1373) |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 6.2825 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10052 |
|---|---|
| Distinct characters | 51 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1175 ? |
|---|---|
| Unique (%) | 73.4% |
Sample
| 1st row | Hsu |
|---|---|
| 2nd row | Paredes |
| 3rd row | Braun |
| 4th row | Mcmichael |
| 5th row | Gibbs |
Common Values
| Value | Count | Frequency (%) |
| Stewart | 4 | 0.2% |
| Maldonado | 3 | 0.2% |
| Allen | 3 | 0.2% |
| Champion | 3 | 0.2% |
| Sawyers | 3 | 0.2% |
| Bess | 3 | 0.2% |
| Penny | 3 | 0.2% |
| Day | 3 | 0.2% |
| Hammonds | 3 | 0.2% |
| Ashworth | 3 | 0.2% |
| Other values (1368) | 1569 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| stewart | 4 | 0.2% |
| forrest | 3 | 0.2% |
| maldonado | 3 | 0.2% |
| braun | 3 | 0.2% |
| leblanc | 3 | 0.2% |
| crisp | 3 | 0.2% |
| graham | 3 | 0.2% |
| kersey | 3 | 0.2% |
| easterling | 3 | 0.2% |
| sharpe | 3 | 0.2% |
| Other values (1368) | 1569 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1058 | 10.5% |
| a | 835 | 8.3% |
| r | 803 | 8.0% |
| n | 768 | 7.6% |
| o | 694 | 6.9% |
| l | 676 | 6.7% |
| i | 544 | 5.4% |
| s | 443 | 4.4% |
| t | 409 | 4.1% |
| d | 296 | 2.9% |
| Other values (41) | 3526 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8452 | |
| Uppercase Letter | 1600 | 15.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1058 | |
| a | 835 | |
| r | 803 | |
| n | 768 | 9.1% |
| o | 694 | 8.2% |
| l | 676 | 8.0% |
| i | 544 | 6.4% |
| s | 443 | 5.2% |
| t | 409 | 4.8% |
| d | 296 | 3.5% |
| Other values (16) | 1926 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 177 | 11.1% |
| S | 159 | 9.9% |
| C | 151 | 9.4% |
| M | 148 | 9.2% |
| H | 102 | 6.4% |
| L | 89 | 5.6% |
| P | 88 | 5.5% |
| G | 79 | 4.9% |
| R | 76 | 4.8% |
| D | 75 | 4.7% |
| Other values (15) | 456 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10052 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1058 | 10.5% |
| a | 835 | 8.3% |
| r | 803 | 8.0% |
| n | 768 | 7.6% |
| o | 694 | 6.9% |
| l | 676 | 6.7% |
| i | 544 | 5.4% |
| s | 443 | 4.4% |
| t | 409 | 4.1% |
| d | 296 | 2.9% |
| Other values (41) | 3526 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10052 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1058 | 10.5% |
| a | 835 | 8.3% |
| r | 803 | 8.0% |
| n | 768 | 7.6% |
| o | 694 | 6.9% |
| l | 676 | 6.7% |
| i | 544 | 5.4% |
| s | 443 | 4.4% |
| t | 409 | 4.1% |
| d | 296 | 2.9% |
| Other values (41) | 3526 |
Birthday
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 1065 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 1998-06-12 | 6 |
|---|---|
| 1998-05-10 | 5 |
| 1997-11-18 | 5 |
| 1998-09-30 | 5 |
| 1997-05-27 | 5 |
| Other values (1060) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 16000 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 655 ? |
|---|---|
| Unique (%) | 40.9% |
Sample
| 1st row | 2000-03-30 |
|---|---|
| 2nd row | 1999-10-14 |
| 3rd row | 1999-11-03 |
| 4th row | 2000-08-19 |
| 5th row | 1998-09-27 |
Common Values
| Value | Count | Frequency (%) |
| 1998-06-12 | 6 | 0.4% |
| 1998-05-10 | 5 | 0.3% |
| 1997-11-18 | 5 | 0.3% |
| 1998-09-30 | 5 | 0.3% |
| 1997-05-27 | 5 | 0.3% |
| 1997-05-13 | 5 | 0.3% |
| 1999-07-29 | 4 | 0.2% |
| 2001-04-04 | 4 | 0.2% |
| 2000-06-30 | 4 | 0.2% |
| 1997-12-02 | 4 | 0.2% |
| Other values (1055) | 1553 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1998-06-12 | 6 | 0.4% |
| 1997-11-18 | 5 | 0.3% |
| 1998-09-30 | 5 | 0.3% |
| 1997-05-27 | 5 | 0.3% |
| 1997-05-13 | 5 | 0.3% |
| 1998-05-10 | 5 | 0.3% |
| 2001-05-08 | 4 | 0.2% |
| 1998-01-12 | 4 | 0.2% |
| 1998-11-05 | 4 | 0.2% |
| 1997-06-20 | 4 | 0.2% |
| Other values (1055) | 1553 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3467 | |
| - | 3200 | |
| 9 | 2669 | |
| 1 | 2668 | |
| 2 | 1451 | |
| 7 | 645 | 4.0% |
| 8 | 612 | 3.8% |
| 3 | 391 | 2.4% |
| 6 | 325 | 2.0% |
| 4 | 293 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12800 | |
| Dash Punctuation | 3200 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3467 | |
| 9 | 2669 | |
| 1 | 2668 | |
| 2 | 1451 | |
| 7 | 645 | 5.0% |
| 8 | 612 | 4.8% |
| 3 | 391 | 3.1% |
| 6 | 325 | 2.5% |
| 4 | 293 | 2.3% |
| 5 | 279 | 2.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 16000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3467 | |
| - | 3200 | |
| 9 | 2669 | |
| 1 | 2668 | |
| 2 | 1451 | |
| 7 | 645 | 4.0% |
| 8 | 612 | 3.8% |
| 3 | 391 | 2.4% |
| 6 | 325 | 2.0% |
| 4 | 293 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3467 | |
| - | 3200 | |
| 9 | 2669 | |
| 1 | 2668 | |
| 2 | 1451 | |
| 7 | 645 | 4.0% |
| 8 | 612 | 3.8% |
| 3 | 391 | 2.4% |
| 6 | 325 | 2.0% |
| 4 | 293 | 1.8% |
Best Hand
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| Right | |
|---|---|
| Left |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.50625 |
| Min length | 4 |
Characters and Unicode
| Total characters | 7210 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Left |
|---|---|
| 2nd row | Right |
| 3rd row | Left |
| 4th row | Left |
| 5th row | Left |
Common Values
| Value | Count | Frequency (%) |
| Right | 810 | |
| Left | 790 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| right | 810 | |
| left | 790 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1600 | |
| R | 810 | |
| i | 810 | |
| g | 810 | |
| h | 810 | |
| L | 790 | |
| e | 790 | |
| f | 790 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5610 | |
| Uppercase Letter | 1600 | 22.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 1600 | |
| i | 810 | |
| g | 810 | |
| h | 810 | |
| e | 790 | |
| f | 790 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 810 | |
| L | 790 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7210 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 1600 | |
| R | 810 | |
| i | 810 | |
| g | 810 | |
| h | 810 | |
| L | 790 | |
| e | 790 | |
| f | 790 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7210 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 1600 | |
| R | 810 | |
| i | 810 | |
| g | 810 | |
| h | 810 | |
| L | 790 | |
| e | 790 | |
| f | 790 |
Arithmancy
Real number (ℝ)
| Distinct | 1540 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 34 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49634.57 |
| Minimum | -24370 |
|---|---|
| Maximum | 104956 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5 |
| Negative (%) | 0.3% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -24370 |
|---|---|
| 5-th percentile | 23237.25 |
| Q1 | 38511.5 |
| median | 49013.5 |
| Q3 | 60811.25 |
| 95-th percentile | 76606.5 |
| Maximum | 104956 |
| Range | 129326 |
| Interquartile range (IQR) | 22299.75 |
Descriptive statistics
| Standard deviation | 16679.806 |
|---|---|
| Coefficient of variation (CV) | 0.33605219 |
| Kurtosis | 0.26646825 |
| Mean | 49634.57 |
| Median Absolute Deviation (MAD) | 11272 |
| Skewness | -0.04195914 |
| Sum | 77727737 |
| Variance | 2.7821593 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47161 | 2 | 0.1% |
| 52561 | 2 | 0.1% |
| 44987 | 2 | 0.1% |
| 63271 | 2 | 0.1% |
| 47193 | 2 | 0.1% |
| 37018 | 2 | 0.1% |
| 38984 | 2 | 0.1% |
| 54385 | 2 | 0.1% |
| 44262 | 2 | 0.1% |
| 57978 | 2 | 0.1% |
| Other values (1530) | 1546 | |
| (Missing) | 34 | 2.1% |
| Value | Count | Frequency (%) |
| -24370 | 1 | |
| -13902 | 1 | |
| -4491 | 1 | |
| -3149 | 1 | |
| -2464 | 1 | |
| 1775 | 1 | |
| 4047 | 1 | |
| 5929 | 1 | |
| 6407 | 1 | |
| 7899 | 1 |
| Value | Count | Frequency (%) |
| 104956 | 1 | |
| 101374 | 1 | |
| 99356 | 1 | |
| 98109 | 1 | |
| 98030 | 1 | |
| 96741 | 1 | |
| 93900 | 1 | |
| 93408 | 1 | |
| 93332 | 1 | |
| 91614 | 1 |
Astronomy
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1568 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 32 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.797131 |
| Minimum | -966.74055 |
|---|---|
| Maximum | 1016.2119 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 727 |
| Negative (%) | 45.4% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -966.74055 |
|---|---|
| 5-th percentile | -651.44835 |
| Q1 | -489.55139 |
| median | 260.28945 |
| Q3 | 524.77195 |
| 95-th percentile | 704.38828 |
| Maximum | 1016.2119 |
| Range | 1982.9525 |
| Interquartile range (IQR) | 1014.3233 |
Descriptive statistics
| Standard deviation | 520.29827 |
|---|---|
| Coefficient of variation (CV) | 13.073763 |
| Kurtosis | -1.7103733 |
| Mean | 39.797131 |
| Median Absolute Deviation (MAD) | 455.67442 |
| Skewness | -0.09472534 |
| Sum | 62401.901 |
| Variance | 270710.29 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -487.886086 | 1 | 0.1% |
| 739.6116098 | 1 | 0.1% |
| -495.9786636 | 1 | 0.1% |
| 578.2199945 | 1 | 0.1% |
| -683.9674068 | 1 | 0.1% |
| 714.6590801 | 1 | 0.1% |
| 849.1318778 | 1 | 0.1% |
| 640.8140111 | 1 | 0.1% |
| 327.9125957 | 1 | 0.1% |
| -84.43963221 | 1 | 0.1% |
| Other values (1558) | 1558 | |
| (Missing) | 32 | 2.0% |
| Value | Count | Frequency (%) |
| -966.7405456 | 1 | |
| -834.4753352 | 1 | |
| -817.9170271 | 1 | |
| -799.9813303 | 1 | |
| -792.4373384 | 1 | |
| -790.6285204 | 1 | |
| -790.0267716 | 1 | |
| -777.5890783 | 1 | |
| -766.519901 | 1 | |
| -765.1109488 | 1 |
| Value | Count | Frequency (%) |
| 1016.21194 | 1 | |
| 970.6176788 | 1 | |
| 956.4844384 | 1 | |
| 940.3980794 | 1 | |
| 873.4851393 | 1 | |
| 870.0722355 | 1 | |
| 860.8581858 | 1 | |
| 849.1318778 | 1 | |
| 842.5382285 | 1 | |
| 825.5019412 | 1 |
Herbology
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1567 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 33 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1410195 |
| Minimum | -10.295663 |
|---|---|
| Maximum | 11.612895 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 603 |
| Negative (%) | 37.7% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -10.295663 |
|---|---|
| 5-th percentile | -6.9959715 |
| Q1 | -4.3081818 |
| median | 3.4690121 |
| Q3 | 5.4191835 |
| 95-th percentile | 7.4737605 |
| Maximum | 11.612895 |
| Range | 21.908558 |
| Interquartile range (IQR) | 9.7273653 |
Descriptive statistics
| Standard deviation | 5.219682 |
|---|---|
| Coefficient of variation (CV) | 4.5745773 |
| Kurtosis | -1.3905247 |
| Mean | 1.1410195 |
| Median Absolute Deviation (MAD) | 3.112178 |
| Skewness | -0.39876117 |
| Sum | 1787.9776 |
| Variance | 27.24508 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.727180299 | 1 | 0.1% |
| -0.4183538039 | 1 | 0.1% |
| 4.47666341 | 1 | 0.1% |
| -2.668746722 | 1 | 0.1% |
| -7.775641491 | 1 | 0.1% |
| 3.993271168 | 1 | 0.1% |
| 4.615926843 | 1 | 0.1% |
| -6.484531499 | 1 | 0.1% |
| 5.696834328 | 1 | 0.1% |
| 2.929898031 | 1 | 0.1% |
| Other values (1557) | 1557 | |
| (Missing) | 33 | 2.1% |
| Value | Count | Frequency (%) |
| -10.29566275 | 1 | |
| -10.08358184 | 1 | |
| -9.953412078 | 1 | |
| -9.57392446 | 1 | |
| -9.563072322 | 1 | |
| -9.142445007 | 1 | |
| -8.930238481 | 1 | |
| -8.887563696 | 1 | |
| -8.847165627 | 1 | |
| -8.713620342 | 1 |
| Value | Count | Frequency (%) |
| 11.61289508 | 1 | |
| 10.29675934 | 1 | |
| 10.15399255 | 1 | |
| 9.942055511 | 1 | |
| 9.489892166 | 1 | |
| 9.460452149 | 1 | |
| 9.441353043 | 1 | |
| 9.214189385 | 1 | |
| 9.132216167 | 1 | |
| 9.069076806 | 1 |
Defense Against the Dark Arts
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1569 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 31 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.3878635 |
| Minimum | -10.162119 |
|---|---|
| Maximum | 9.6674055 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 840 |
| Negative (%) | 52.5% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -10.162119 |
|---|---|
| 5-th percentile | -7.0467707 |
| Q1 | -5.2590954 |
| median | -2.5893416 |
| Q3 | 4.9046801 |
| 95-th percentile | 6.540417 |
| Maximum | 9.6674055 |
| Range | 19.829525 |
| Interquartile range (IQR) | 10.163775 |
Descriptive statistics
| Standard deviation | 5.2127937 |
|---|---|
| Coefficient of variation (CV) | -13.439764 |
| Kurtosis | -1.7105965 |
| Mean | -0.3878635 |
| Median Absolute Deviation (MAD) | 4.585098 |
| Skewness | 0.093346826 |
| Sum | -608.55783 |
| Variance | 27.173218 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.87886086 | 1 | 0.1% |
| 4.948433339 | 1 | 0.1% |
| -4.622829706 | 1 | 0.1% |
| 4.959786636 | 1 | 0.1% |
| -5.782199945 | 1 | 0.1% |
| -7.146590801 | 1 | 0.1% |
| -8.491318778 | 1 | 0.1% |
| -3.279125957 | 1 | 0.1% |
| 0.8443963221 | 1 | 0.1% |
| 4.489114745 | 1 | 0.1% |
| Other values (1559) | 1559 | |
| (Missing) | 31 | 1.9% |
| Value | Count | Frequency (%) |
| -10.1621194 | 1 | |
| -9.706176788 | 1 | |
| -9.564844384 | 1 | |
| -9.403980794 | 1 | |
| -8.734851393 | 1 | |
| -8.700722355 | 1 | |
| -8.674625356 | 1 | |
| -8.608581858 | 1 | |
| -8.491318778 | 1 | |
| -8.425382285 | 1 |
| Value | Count | Frequency (%) |
| 9.667405456 | 1 | |
| 8.344753352 | 1 | |
| 8.179170271 | 1 | |
| 7.999813303 | 1 | |
| 7.924373384 | 1 | |
| 7.906285204 | 1 | |
| 7.900267716 | 1 | |
| 7.840030898 | 1 | |
| 7.775890783 | 1 | |
| 7.66519901 | 1 |
Divination
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1421 |
|---|---|
| Distinct (%) | 91.0% |
| Missing | 39 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1539097 |
| Minimum | -8.727 |
|---|---|
| Maximum | 10.032 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 286 |
| Negative (%) | 17.9% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -8.727 |
|---|---|
| 5-th percentile | -6.043 |
| Q1 | 3.099 |
| median | 4.624 |
| Q3 | 5.667 |
| 95-th percentile | 7.091 |
| Maximum | 10.032 |
| Range | 18.759 |
| Interquartile range (IQR) | 2.568 |
Descriptive statistics
| Standard deviation | 4.1553009 |
|---|---|
| Coefficient of variation (CV) | 1.3175079 |
| Kurtosis | 0.58052884 |
| Mean | 3.1539097 |
| Median Absolute Deviation (MAD) | 1.224 |
| Skewness | -1.3805247 |
| Sum | 4923.253 |
| Variance | 17.266526 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.437 | 4 | 0.2% |
| 5.445 | 3 | 0.2% |
| 5.142 | 3 | 0.2% |
| 5.254 | 3 | 0.2% |
| 5.759 | 3 | 0.2% |
| -6.254 | 3 | 0.2% |
| 5.236 | 3 | 0.2% |
| 6.223 | 3 | 0.2% |
| 5.574 | 3 | 0.2% |
| 4.515 | 3 | 0.2% |
| Other values (1411) | 1530 | |
| (Missing) | 39 | 2.4% |
| Value | Count | Frequency (%) |
| -8.727 | 1 | |
| -8.724 | 1 | |
| -8.041 | 1 | |
| -8.031 | 1 | |
| -7.964 | 1 | |
| -7.952 | 1 | |
| -7.789 | 1 | |
| -7.644 | 1 | |
| -7.552 | 1 | |
| -7.491 | 1 |
| Value | Count | Frequency (%) |
| 10.032 | 1 | |
| 9.421 | 1 | |
| 9.282 | 1 | |
| 9.209 | 1 | |
| 8.94 | 1 | |
| 8.893 | 1 | |
| 8.86 | 1 | |
| 8.644 | 1 | |
| 8.583 | 1 | |
| 8.561 | 1 |
Muggle Studies
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1565 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 35 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -224.58991 |
| Minimum | -1086.4968 |
|---|---|
| Maximum | 1092.3886 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1129 |
| Negative (%) | 70.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -1086.4968 |
|---|---|
| 5-th percentile | -765.28112 |
| Q1 | -577.5801 |
| median | -419.16429 |
| Q3 | 254.99486 |
| 95-th percentile | 668.50803 |
| Maximum | 1092.3886 |
| Range | 2178.8854 |
| Interquartile range (IQR) | 832.57495 |
Descriptive statistics
| Standard deviation | 486.34484 |
|---|---|
| Coefficient of variation (CV) | -2.1654794 |
| Kurtosis | -0.71912562 |
| Mean | -224.58991 |
| Median Absolute Deviation (MAD) | 196.95253 |
| Skewness | 0.8256152 |
| Sum | -351483.22 |
| Variance | 236531.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -515.2669526 | 1 | 0.1% |
| -387.3165899 | 1 | 0.1% |
| -558.6880173 | 1 | 0.1% |
| -524.394691 | 1 | 0.1% |
| 363.5733232 | 1 | 0.1% |
| -518.1704389 | 1 | 0.1% |
| -442.0018219 | 1 | 0.1% |
| -101.8394605 | 1 | 0.1% |
| -205.7193158 | 1 | 0.1% |
| 411.8083803 | 1 | 0.1% |
| Other values (1555) | 1555 | |
| (Missing) | 35 | 2.2% |
| Value | Count | Frequency (%) |
| -1086.496835 | 1 | |
| -1043.961527 | 1 | |
| -1040.739017 | 1 | |
| -982.6816811 | 1 | |
| -974.042878 | 1 | |
| -967.3473614 | 1 | |
| -962.4521458 | 1 | |
| -944.5888987 | 1 | |
| -935.6573541 | 1 | |
| -928.1155974 | 1 |
| Value | Count | Frequency (%) |
| 1092.388611 | 1 | |
| 1006.103921 | 1 | |
| 949.495717 | 1 | |
| 945.3136328 | 1 | |
| 932.4176117 | 1 | |
| 930.2439369 | 1 | |
| 928.7153976 | 1 | |
| 928.3178728 | 1 | |
| 908.5604666 | 1 | |
| 887.0278524 | 1 |
Ancient Runes
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1565 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 35 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 495.74797 |
| Minimum | 283.86961 |
|---|---|
| Maximum | 745.39622 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 283.86961 |
|---|---|
| 5-th percentile | 351.05621 |
| Q1 | 397.51105 |
| median | 463.91831 |
| Q3 | 597.49223 |
| 95-th percentile | 639.99714 |
| Maximum | 745.39622 |
| Range | 461.52661 |
| Interquartile range (IQR) | 199.98118 |
Descriptive statistics
| Standard deviation | 106.28516 |
|---|---|
| Coefficient of variation (CV) | 0.21439354 |
| Kurtosis | -1.5911095 |
| Mean | 495.74797 |
| Median Absolute Deviation (MAD) | 100.22086 |
| Skewness | 0.033548989 |
| Sum | 775845.57 |
| Variance | 11296.536 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 532.4842261 | 1 | 0.1% |
| 597.3297442 | 1 | 0.1% |
| 328.5446156 | 1 | 0.1% |
| 627.6412132 | 1 | 0.1% |
| 398.4905964 | 1 | 0.1% |
| 689.6572058 | 1 | 0.1% |
| 312.7376724 | 1 | 0.1% |
| 347.4120254 | 1 | 0.1% |
| 611.9905756 | 1 | 0.1% |
| 376.3130704 | 1 | 0.1% |
| Other values (1555) | 1555 | |
| (Missing) | 35 | 2.2% |
| Value | Count | Frequency (%) |
| 283.8696087 | 1 | |
| 298.2189599 | 1 | |
| 299.9832769 | 1 | |
| 302.562409 | 1 | |
| 302.8929088 | 1 | |
| 307.8595363 | 1 | |
| 311.9260923 | 1 | |
| 312.7376724 | 1 | |
| 312.8282723 | 1 | |
| 314.3012235 | 1 |
| Value | Count | Frequency (%) |
| 745.3962199 | 1 | |
| 696.6504423 | 1 | |
| 690.8804539 | 1 | |
| 689.6814846 | 1 | |
| 689.6572058 | 1 | |
| 680.1641353 | 1 | |
| 679.2091877 | 1 | |
| 676.6492791 | 1 | |
| 675.9053382 | 1 | |
| 675.6636353 | 1 |
History of Magic
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1557 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 43 |
| Missing (%) | 2.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9630946 |
| Minimum | -8.858993 |
|---|---|
| Maximum | 11.889713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 320 |
| Negative (%) | 20.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -8.858993 |
|---|---|
| 5-th percentile | -6.0678418 |
| Q1 | 2.2186533 |
| median | 4.3781755 |
| Q3 | 5.8252417 |
| 95-th percentile | 7.8380858 |
| Maximum | 11.889713 |
| Range | 20.748706 |
| Interquartile range (IQR) | 3.6065883 |
Descriptive statistics
| Standard deviation | 4.4257747 |
|---|---|
| Coefficient of variation (CV) | 1.4936326 |
| Kurtosis | -0.06365675 |
| Mean | 2.9630946 |
| Median Absolute Deviation (MAD) | 1.6196611 |
| Skewness | -1.0478591 |
| Sum | 4613.5383 |
| Variance | 19.587481 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.231058287 | 1 | 0.1% |
| -7.429914877 | 1 | 0.1% |
| 4.914088801 | 1 | 0.1% |
| 6.826083337 | 1 | 0.1% |
| 4.096357976 | 1 | 0.1% |
| 6.348792415 | 1 | 0.1% |
| 5.244343733 | 1 | 0.1% |
| 6.066305322 | 1 | 0.1% |
| 5.19238692 | 1 | 0.1% |
| 9.823889037 | 1 | 0.1% |
| Other values (1547) | 1547 | |
| (Missing) | 43 | 2.7% |
| Value | Count | Frequency (%) |
| -8.858992992 | 1 | |
| -8.431116673 | 1 | |
| -8.346356422 | 1 | |
| -7.909154308 | 1 | |
| -7.868142329 | 1 | |
| -7.758135771 | 1 | |
| -7.712050784 | 1 | |
| -7.603293485 | 1 | |
| -7.578273366 | 1 | |
| -7.545057581 | 1 |
| Value | Count | Frequency (%) |
| 11.88971275 | 1 | |
| 11.47936914 | 1 | |
| 10.87046471 | 1 | |
| 10.7984911 | 1 | |
| 10.69302455 | 1 | |
| 10.68904577 | 1 | |
| 10.31282069 | 1 | |
| 10.16575617 | 1 | |
| 9.997830217 | 1 | |
| 9.98695849 | 1 |
Transfiguration
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1566 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 34 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1030.0969 |
| Minimum | 906.62732 |
|---|---|
| Maximum | 1098.9582 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 906.62732 |
|---|---|
| 5-th percentile | 937.70199 |
| Q1 | 1026.21 |
| median | 1045.507 |
| Q3 | 1058.4364 |
| 95-th percentile | 1075.4762 |
| Maximum | 1098.9582 |
| Range | 192.33088 |
| Interquartile range (IQR) | 32.226418 |
Descriptive statistics
| Standard deviation | 44.125116 |
|---|---|
| Coefficient of variation (CV) | 0.042835886 |
| Kurtosis | 0.23407124 |
| Mean | 1030.0969 |
| Median Absolute Deviation (MAD) | 14.443275 |
| Skewness | -1.2303434 |
| Sum | 1613131.8 |
| Variance | 1947.0259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1039.788281 | 1 | 0.1% |
| 1028.800461 | 1 | 0.1% |
| 1046.051087 | 1 | 0.1% |
| 1068.857723 | 1 | 0.1% |
| 1047.18369 | 1 | 0.1% |
| 1059.628068 | 1 | 0.1% |
| 1051.868959 | 1 | 0.1% |
| 1053.751232 | 1 | 0.1% |
| 1046.453536 | 1 | 0.1% |
| 1051.898621 | 1 | 0.1% |
| Other values (1556) | 1556 | |
| (Missing) | 34 | 2.1% |
| Value | Count | Frequency (%) |
| 906.6273197 | 1 | |
| 907.190274 | 1 | |
| 909.1788845 | 1 | |
| 910.3387077 | 1 | |
| 910.3927568 | 1 | |
| 910.7900881 | 1 | |
| 911.0984849 | 1 | |
| 912.5344286 | 1 | |
| 915.0064299 | 1 | |
| 915.1098511 | 1 |
| Value | Count | Frequency (%) |
| 1098.958201 | 1 | |
| 1094.460614 | 1 | |
| 1093.309767 | 1 | |
| 1092.888016 | 1 | |
| 1091.054831 | 1 | |
| 1090.490143 | 1 | |
| 1090.29017 | 1 | |
| 1090.201068 | 1 | |
| 1090.06535 | 1 | |
| 1089.567004 | 1 |
Potions
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1570 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 30 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.950373 |
| Minimum | -4.6974838 |
|---|---|
| Maximum | 13.536762 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39 |
| Negative (%) | 2.4% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -4.6974838 |
|---|---|
| 5-th percentile | 1.050341 |
| Q1 | 3.646785 |
| median | 5.8748373 |
| Q3 | 8.2481725 |
| 95-th percentile | 11.041538 |
| Maximum | 13.536762 |
| Range | 18.234246 |
| Interquartile range (IQR) | 4.6013875 |
Descriptive statistics
| Standard deviation | 3.1478543 |
|---|---|
| Coefficient of variation (CV) | 0.52901797 |
| Kurtosis | -0.51679423 |
| Mean | 5.950373 |
| Median Absolute Deviation (MAD) | 2.3312833 |
| Skewness | -0.024458891 |
| Sum | 9342.0856 |
| Variance | 9.9089864 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.790369066 | 1 | 0.1% |
| 2.295259466 | 1 | 0.1% |
| 3.276067146 | 1 | 0.1% |
| -0.1245919409 | 1 | 0.1% |
| -0.1292481814 | 1 | 0.1% |
| 9.783696767 | 1 | 0.1% |
| 6.891703506 | 1 | 0.1% |
| 2.782168551 | 1 | 0.1% |
| 4.839887577 | 1 | 0.1% |
| 8.153764068 | 1 | 0.1% |
| Other values (1560) | 1560 | |
| (Missing) | 30 | 1.9% |
| Value | Count | Frequency (%) |
| -4.697483768 | 1 | |
| -3.620761628 | 1 | |
| -2.668485263 | 1 | |
| -2.422484663 | 1 | |
| -1.815418746 | 1 | |
| -1.703318598 | 1 | |
| -1.458926104 | 1 | |
| -1.415213807 | 1 | |
| -1.404883713 | 1 | |
| -1.372314655 | 1 |
| Value | Count | Frequency (%) |
| 13.53676212 | 1 | |
| 13.48141807 | 1 | |
| 13.41525375 | 1 | |
| 13.41317384 | 1 | |
| 13.35871983 | 1 | |
| 13.35055394 | 1 | |
| 13.33790237 | 1 | |
| 13.29442685 | 1 | |
| 13.2405574 | 1 | |
| 13.17291327 | 1 |
Care of Magical Creatures
Real number (ℝ)
| Distinct | 1560 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 40 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.053427137 |
| Minimum | -3.3136758 |
|---|---|
| Maximum | 3.0565458 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 803 |
| Negative (%) | 50.2% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -3.3136758 |
|---|---|
| 5-th percentile | -1.7151757 |
| Q1 | -0.67160647 |
| median | -0.04481105 |
| Q3 | 0.58991935 |
| 95-th percentile | 1.5234027 |
| Maximum | 3.0565458 |
| Range | 6.3702215 |
| Interquartile range (IQR) | 1.2615258 |
Descriptive statistics
| Standard deviation | 0.97145697 |
|---|---|
| Coefficient of variation (CV) | -18.182838 |
| Kurtosis | 0.010774069 |
| Mean | -0.053427137 |
| Median Absolute Deviation (MAD) | 0.63247088 |
| Skewness | -0.061668963 |
| Sum | -83.346333 |
| Variance | 0.94372864 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.715939127 | 1 | 0.1% |
| -0.07992088879 | 1 | 0.1% |
| -1.278591379 | 1 | 0.1% |
| 0.3819658703 | 1 | 0.1% |
| -0.1287047247 | 1 | 0.1% |
| -0.3898613717 | 1 | 0.1% |
| 1.355436881 | 1 | 0.1% |
| -2.387181485 | 1 | 0.1% |
| 0.7411716489 | 1 | 0.1% |
| -0.2658345897 | 1 | 0.1% |
| Other values (1550) | 1550 | |
| (Missing) | 40 | 2.5% |
| Value | Count | Frequency (%) |
| -3.313675764 | 1 | |
| -2.973104147 | 1 | |
| -2.95315194 | 1 | |
| -2.880505308 | 1 | |
| -2.665338302 | 1 | |
| -2.656562374 | 1 | |
| -2.653451252 | 1 | |
| -2.645500714 | 1 | |
| -2.599141661 | 1 | |
| -2.524625044 | 1 |
| Value | Count | Frequency (%) |
| 3.056545774 | 1 | |
| 2.948045494 | 1 | |
| 2.782511946 | 1 | |
| 2.723857755 | 1 | |
| 2.512530215 | 1 | |
| 2.496775229 | 1 | |
| 2.445931566 | 1 | |
| 2.42918854 | 1 | |
| 2.416330036 | 1 | |
| 2.378512003 | 1 |
Charms
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1600 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -243.37441 |
| Minimum | -261.04892 |
|---|---|
| Maximum | -225.42814 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1600 |
| Negative (%) | 100.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -261.04892 |
|---|---|
| 5-th percentile | -255.15823 |
| Q1 | -250.6526 |
| median | -244.86777 |
| Q3 | -232.5523 |
| 95-th percentile | -229.35325 |
| Maximum | -225.42814 |
| Range | 35.62078 |
| Interquartile range (IQR) | 18.100295 |
Descriptive statistics
| Standard deviation | 8.7836399 |
|---|---|
| Coefficient of variation (CV) | -0.036091058 |
| Kurtosis | -1.0858818 |
| Mean | -243.37441 |
| Median Absolute Deviation (MAD) | 6.380905 |
| Skewness | 0.39074454 |
| Sum | -389399.05 |
| Variance | 77.152329 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -232.79405 | 1 | 0.1% |
| -254.661 | 1 | 0.1% |
| -245.05749 | 1 | 0.1% |
| -244.63686 | 1 | 0.1% |
| -251.92038 | 1 | 0.1% |
| -244.65275 | 1 | 0.1% |
| -230.67934 | 1 | 0.1% |
| -244.6005 | 1 | 0.1% |
| -251.91111 | 1 | 0.1% |
| -245.78281 | 1 | 0.1% |
| Other values (1590) | 1590 |
| Value | Count | Frequency (%) |
| -261.04892 | 1 | |
| -260.50346 | 1 | |
| -260.40861 | 1 | |
| -259.51864 | 1 | |
| -259.49964 | 1 | |
| -259.18162 | 1 | |
| -259.1363 | 1 | |
| -258.97753 | 1 | |
| -258.83154 | 1 | |
| -258.72942 | 1 |
| Value | Count | Frequency (%) |
| -225.42814 | 1 | |
| -226.12874 | 1 | |
| -226.76896 | 1 | |
| -227.02916 | 1 | |
| -227.2289 | 1 | |
| -227.25197 | 1 | |
| -227.33781 | 1 | |
| -227.34265 | 1 | |
| -227.4041 | 1 | |
| -227.47385 | 1 |
Flying
Real number (ℝ)
| Distinct | 1546 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.958012 |
| Minimum | -181.47 |
|---|---|
| Maximum | 279.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 837 |
| Negative (%) | 52.3% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -181.47 |
|---|---|
| 5-th percentile | -99.1985 |
| Q1 | -41.87 |
| median | -2.515 |
| Q3 | 50.56 |
| 95-th percentile | 218.321 |
| Maximum | 279.07 |
| Range | 460.54 |
| Interquartile range (IQR) | 92.43 |
Descriptive statistics
| Standard deviation | 97.631602 |
|---|---|
| Coefficient of variation (CV) | 4.4462859 |
| Kurtosis | -0.14446624 |
| Mean | 21.958012 |
| Median Absolute Deviation (MAD) | 44.125 |
| Skewness | 0.88415428 |
| Sum | 35132.82 |
| Variance | 9531.9297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -57.27 | 3 | 0.2% |
| -43.78 | 3 | 0.2% |
| 4.68 | 2 | 0.1% |
| -34.52 | 2 | 0.1% |
| 223.69 | 2 | 0.1% |
| 2.5 | 2 | 0.1% |
| 30 | 2 | 0.1% |
| 1.54 | 2 | 0.1% |
| -58.56 | 2 | 0.1% |
| -9.64 | 2 | 0.1% |
| Other values (1536) | 1578 |
| Value | Count | Frequency (%) |
| -181.47 | 1 | |
| -180.37 | 1 | |
| -176.72 | 1 | |
| -162.55 | 1 | |
| -162.04 | 1 | |
| -158.91 | 1 | |
| -152.9 | 1 | |
| -145.59 | 1 | |
| -140.63 | 1 | |
| -140.12 | 1 |
| Value | Count | Frequency (%) |
| 279.07 | 1 | |
| 275.72 | 1 | |
| 273.96 | 1 | |
| 270.27 | 1 | |
| 263.53 | 1 | |
| 263.5 | 1 | |
| 261.55 | 1 | |
| 260.78 | 1 | |
| 260.75 | 1 | |
| 257.42 | 1 |
| Index | Arithmancy | Astronomy | Herbology | Defense Against the Dark Arts | Divination | Muggle Studies | Ancient Runes | History of Magic | Transfiguration | Potions | Care of Magical Creatures | Charms | Flying | Hogwarts House | Best Hand | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Index | 1.000 | 0.053 | -0.051 | 0.006 | 0.048 | -0.037 | 0.018 | 0.021 | 0.040 | 0.003 | 0.024 | -0.002 | 0.020 | -0.022 | 0.000 | 0.000 |
| Arithmancy | 0.053 | 1.000 | -0.084 | -0.018 | 0.087 | 0.047 | -0.100 | 0.129 | -0.082 | 0.028 | -0.275 | -0.054 | -0.107 | -0.271 | 0.069 | 0.017 |
| Astronomy | -0.051 | -0.084 | 1.000 | 0.018 | -1.000 | 0.393 | -0.374 | -0.138 | -0.292 | -0.339 | -0.486 | 0.013 | -0.393 | 0.480 | 0.566 | 0.012 |
| Herbology | 0.006 | -0.018 | 0.018 | 1.000 | -0.021 | 0.337 | 0.342 | -0.034 | 0.289 | 0.269 | -0.148 | 0.044 | 0.767 | 0.037 | 0.555 | 0.074 |
| Defense Against the Dark Arts | 0.048 | 0.087 | -1.000 | -0.021 | 1.000 | -0.392 | 0.371 | 0.138 | 0.292 | 0.341 | 0.482 | -0.015 | 0.395 | -0.484 | 0.565 | 0.040 |
| Divination | -0.037 | 0.047 | 0.393 | 0.337 | -0.392 | 1.000 | 0.125 | 0.376 | -0.040 | 0.046 | -0.287 | 0.032 | 0.387 | 0.267 | 0.562 | 0.063 |
| Muggle Studies | 0.018 | -0.100 | -0.374 | 0.342 | 0.371 | 0.125 | 1.000 | 0.425 | 0.208 | 0.013 | 0.148 | 0.047 | 0.618 | -0.041 | 0.561 | 0.000 |
| Ancient Runes | 0.021 | 0.129 | -0.138 | -0.034 | 0.138 | 0.376 | 0.425 | 1.000 | -0.356 | -0.320 | -0.067 | -0.003 | 0.218 | 0.515 | 0.561 | 0.041 |
| History of Magic | 0.040 | -0.082 | -0.292 | 0.289 | 0.292 | -0.040 | 0.208 | -0.356 | 1.000 | 0.457 | 0.585 | 0.002 | 0.516 | -0.701 | 0.570 | 0.011 |
| Transfiguration | 0.003 | 0.028 | -0.339 | 0.269 | 0.341 | 0.046 | 0.013 | -0.320 | 0.457 | 1.000 | 0.537 | 0.016 | 0.445 | -0.637 | 0.560 | 0.000 |
| Potions | 0.024 | -0.275 | -0.486 | -0.148 | 0.482 | -0.287 | 0.148 | -0.067 | 0.585 | 0.537 | 1.000 | 0.000 | 0.250 | -0.517 | 0.451 | 0.029 |
| Care of Magical Creatures | -0.002 | -0.054 | 0.013 | 0.044 | -0.015 | 0.032 | 0.047 | -0.003 | 0.002 | 0.016 | 0.000 | 1.000 | 0.046 | 0.007 | 0.020 | 0.000 |
| Charms | 0.020 | -0.107 | -0.393 | 0.767 | 0.395 | 0.387 | 0.618 | 0.218 | 0.516 | 0.445 | 0.250 | 0.046 | 1.000 | -0.190 | 0.771 | 0.000 |
| Flying | -0.022 | -0.271 | 0.480 | 0.037 | -0.484 | 0.267 | -0.041 | 0.515 | -0.701 | -0.637 | -0.517 | 0.007 | -0.190 | 1.000 | 0.659 | 0.000 |
| Hogwarts House | 0.000 | 0.069 | 0.566 | 0.555 | 0.565 | 0.562 | 0.561 | 0.561 | 0.570 | 0.560 | 0.451 | 0.020 | 0.771 | 0.659 | 1.000 | 0.000 |
| Best Hand | 0.000 | 0.017 | 0.012 | 0.074 | 0.040 | 0.063 | 0.000 | 0.041 | 0.011 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Index | Hogwarts House | First Name | Last Name | Birthday | Best Hand | Arithmancy | Astronomy | Herbology | Defense Against the Dark Arts | Divination | Muggle Studies | Ancient Runes | History of Magic | Transfiguration | Potions | Care of Magical Creatures | Charms | Flying | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Ravenclaw | Tamara | Hsu | 2000-03-30 | Left | 58384.0 | -487.886086 | 5.727180 | 4.878861 | 4.722 | 272.035831 | 532.484226 | 5.231058 | 1039.788281 | 3.790369 | 0.715939 | -232.79405 | -26.89 |
| 1 | 1 | Slytherin | Erich | Paredes | 1999-10-14 | Right | 67239.0 | -552.060507 | -5.987446 | 5.520605 | -5.612 | -487.340557 | 367.760303 | 4.107170 | 1058.944592 | 7.248742 | 0.091674 | -252.18425 | -113.45 |
| 2 | 2 | Ravenclaw | Stephany | Braun | 1999-11-03 | Left | 23702.0 | -366.076117 | 7.725017 | 3.660761 | 6.140 | 664.893521 | 602.585284 | 3.555579 | 1088.088348 | 8.728531 | -0.515327 | -227.34265 | 30.42 |
| 3 | 3 | Gryffindor | Vesta | Mcmichael | 2000-08-19 | Left | 32667.0 | 697.742809 | -6.497214 | -6.977428 | 4.026 | -537.001128 | 523.982133 | -4.809637 | 920.391449 | 0.821911 | -0.014040 | -256.84675 | 200.64 |
| 4 | 4 | Gryffindor | Gaston | Gibbs | 1998-09-27 | Left | 60158.0 | 436.775204 | -7.820623 | NaN | 2.236 | -444.262537 | 599.324514 | -3.444377 | 937.434724 | 4.311066 | -0.264070 | -256.38730 | 157.98 |
| 5 | 5 | Slytherin | Corrine | Hammond | 1999-04-04 | Right | 21209.0 | -613.687160 | -4.289197 | 6.136872 | -6.592 | -440.997704 | 396.201804 | 5.380286 | 1052.845164 | 11.751212 | 1.049894 | -247.94549 | -34.69 |
| 6 | 6 | Gryffindor | Tom | Guido | 2000-09-30 | Left | 49167.0 | 628.046051 | -4.861976 | -6.280461 | NaN | -926.892512 | 583.742442 | -7.322486 | 923.539573 | 1.646666 | 0.153022 | -257.83447 | 261.55 |
| 7 | 7 | Hufflepuff | Alicia | Hayward | 1997-07-08 | Right | 33010.0 | 411.412727 | 5.931832 | -4.114127 | 2.769 | -502.021336 | 439.351416 | NaN | 1041.091935 | 6.581791 | -0.171704 | -244.03492 | 72.25 |
| 8 | 8 | Gryffindor | Bella | Leatherman | 1998-12-07 | Left | 20278.0 | 496.394945 | -5.215891 | -4.963949 | 5.855 | -626.552041 | 567.842402 | -6.198661 | 925.255500 | 1.086518 | 1.147032 | -252.27561 | 244.11 |
| 9 | 9 | Hufflepuff | Hayden | Aponte | 2001-10-13 | Right | 46316.0 | 527.193585 | 7.922205 | -5.271936 | 3.356 | -398.101991 | 341.475606 | 4.978614 | 1041.414665 | 2.068824 | -0.529579 | -244.57527 | -0.09 |
| Index | Hogwarts House | First Name | Last Name | Birthday | Best Hand | Arithmancy | Astronomy | Herbology | Defense Against the Dark Arts | Divination | Muggle Studies | Ancient Runes | History of Magic | Transfiguration | Potions | Care of Magical Creatures | Charms | Flying | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1590 | 1590 | Ravenclaw | Chadwick | Hawkins | 1996-11-21 | Right | 28744.0 | -569.513380 | 6.915328 | 5.695134 | 3.958 | 559.775978 | 543.431180 | 2.882075 | 1065.526524 | 5.038939 | -1.268810 | -229.84860 | 17.86 |
| 1591 | 1591 | Slytherin | Darrel | Gleason | 1998-09-07 | Right | 63538.0 | -507.715746 | -4.997610 | 5.077157 | -5.637 | -443.781855 | 386.058513 | 6.990603 | 1019.526453 | 7.696268 | 0.049255 | -251.06254 | -94.84 |
| 1592 | 1592 | Gryffindor | Adell | Dodge | 1998-05-17 | Right | 60006.0 | 376.920722 | -2.949527 | -3.769207 | 7.311 | -416.672294 | 624.056215 | -6.638366 | 954.799304 | -0.105304 | 0.089692 | -249.35589 | 193.78 |
| 1593 | 1593 | Ravenclaw | Adeline | Church | 1998-01-22 | Left | 79653.0 | -426.175401 | 5.681107 | 4.261754 | 6.205 | 473.879478 | 647.238809 | 6.254227 | 1046.815627 | 7.206156 | 0.326725 | -230.80139 | -29.82 |
| 1594 | 1594 | Hufflepuff | Jeanie | Mora | 1999-08-27 | Left | 22927.0 | 599.901612 | 5.479485 | -5.999016 | 5.543 | -525.883264 | 467.950418 | 5.933211 | 1034.394428 | 9.344054 | 1.422887 | -241.96940 | 71.23 |
| 1595 | 1595 | Gryffindor | Jung | Blank | 2001-09-14 | Right | 49009.0 | 354.280086 | -4.541837 | -3.542801 | 5.702 | -497.235066 | 618.220213 | -5.231721 | 964.219853 | 3.389086 | -0.649983 | -250.39401 | 185.83 |
| 1596 | 1596 | Slytherin | Shelli | Lock | 1998-03-12 | Left | 63296.0 | 367.531174 | 6.061064 | -3.675312 | 1.757 | -643.271092 | 445.827565 | 2.238112 | 1056.147366 | 5.825263 | -0.333962 | -246.42719 | 44.80 |
| 1597 | 1597 | Gryffindor | Benjamin | Christensen | 1999-10-24 | Right | 63905.0 | 544.018925 | -3.203269 | -5.440189 | 6.065 | -385.150457 | 635.211486 | -5.984257 | 953.866685 | 1.709808 | 0.071569 | -251.63679 | 198.47 |
| 1598 | 1598 | Hufflepuff | Charlotte | Dillon | 2001-09-21 | Left | 82713.0 | 453.676219 | 3.442831 | -4.536762 | 6.738 | -831.741123 | 383.444937 | 3.813111 | 1087.949205 | 3.904100 | -0.531875 | -246.19072 | -76.81 |
| 1599 | 1599 | Hufflepuff | Kylie | Nowak | 2000-08-21 | Left | 48639.0 | 688.911989 | 5.421046 | -6.889120 | 6.593 | -234.207911 | 339.775154 | 7.208415 | 1034.928004 | 2.052215 | 0.150532 | -244.02063 | -54.77 |